What does a Generative AI Developer build?
Chatbots, copilots, content generation tools, code assistants, and other features that create text, images, or audio, wired into real product data and workflows.
Generative AI Developer vs AI Engineer: are they the same?
They overlap. Generative AI Developer emphasizes building generative applications specifically, while AI Engineer is a broader term covering many kinds of AI integration.
What is RAG and why does it matter here?
Retrieval-augmented generation feeds relevant data into a model at query time, improving accuracy and grounding. It is a core technique for generative apps.
Do I need to train models for this role?
Usually not. Most work uses existing foundation models through APIs, with prompting, retrieval, and occasional fine-tuning rather than training from scratch.